{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0326d89b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tushare as ts\n",
    "import talib as ta\n",
    "from matplotlib import pyplot as plt\n",
    "import warnings\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import talib as ta\n",
    "from dateutil.parser import parse\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0f2aa333",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3b2a3588",
   "metadata": {},
   "outputs": [],
   "source": [
    "pro = ts.pro_api('0ba8feef618e5db7b1ebb65538fe51e4aef69fb3cbf709d44128f313')\n",
    "columns = ['ts_code','trade_date','close']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ac30e8bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def init_df(df):\n",
    "    df['trade_date']= df['trade_date'].apply(parse)\n",
    "    return df.set_index('trade_date')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "178271ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rb2205 = pro.fut_daily(ts_code='RB2205.SHF', start_date='20210101', end_date='20221113')[columns]\n",
    "df_rb2210 = pro.fut_daily(ts_code='RB2210.SHF', start_date='20210101', end_date='20221113')[columns]\n",
    "\n",
    "df_rb2205['ma1'] = ta.SMA(df_rb2205.close.values, timeperiod=3)\n",
    "df_rb2205['ma2'] = ta.SMA(df_rb2205.close.values, timeperiod=7)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "01a5dbb6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,10))\n",
    "fig = plt.plot(df_rb2205.close, 'g',label='close')\n",
    "plt.plot(df_rb2205.ma1, 'r', label='ma1')\n",
    "plt.plot(df_rb2205.ma2, 'b',label='ma2')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "246b29cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rb2205 = init_df(df_rb2205)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "00c79237",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>close</th>\n",
       "      <th>ma1</th>\n",
       "      <th>ma2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-05-24</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>4765.0</td>\n",
       "      <td>4653.333333</td>\n",
       "      <td>4723.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-21</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>4892.0</td>\n",
       "      <td>4792.000000</td>\n",
       "      <td>4718.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-20</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>4950.0</td>\n",
       "      <td>4869.000000</td>\n",
       "      <td>4737.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-19</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>5085.0</td>\n",
       "      <td>4975.666667</td>\n",
       "      <td>4787.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-18</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>5333.0</td>\n",
       "      <td>5122.666667</td>\n",
       "      <td>4888.571429</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               ts_code   close          ma1          ma2\n",
       "trade_date                                              \n",
       "2021-05-24  RB2205.SHF  4765.0  4653.333333  4723.142857\n",
       "2021-05-21  RB2205.SHF  4892.0  4792.000000  4718.142857\n",
       "2021-05-20  RB2205.SHF  4950.0  4869.000000  4737.000000\n",
       "2021-05-19  RB2205.SHF  5085.0  4975.666667  4787.142857\n",
       "2021-05-18  RB2205.SHF  5333.0  5122.666667  4888.571429"
      ]
     },
     "execution_count": 10,
     "metadata": {},
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